Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 52413 |
| Missing cells | 118109 |
| Missing cells (%) | 14.1% |
| Duplicate rows | 1021 |
| Duplicate rows (%) | 1.9% |
| Total size in memory | 8.8 MiB |
| Average record size in memory | 176.3 B |
Variable types
| Numeric | 16 |
|---|
| Dataset has 1021 (1.9%) duplicate rows | Duplicates |
13169_FERM0101.Agitation_PV is highly overall correlated with 13169_FERM0101.Biocontainer_Pressure_PV and 5 other fields | High correlation |
13169_FERM0101.Air_Sparge_PV is highly overall correlated with 13169_FERM0101.DO_1_PV and 1 other fields | High correlation |
13169_FERM0101.Biocontainer_Pressure_PV is highly overall correlated with 13169_FERM0101.Agitation_PV and 4 other fields | High correlation |
13169_FERM0101.DO_1_PV is highly overall correlated with 13169_FERM0101.Agitation_PV and 7 other fields | High correlation |
13169_FERM0101.DO_2_PV is highly overall correlated with 13169_FERM0101.Biocontainer_Pressure_PV and 4 other fields | High correlation |
13169_FERM0101.Gas_Overlay_PV is highly overall correlated with 13169_FERM0101.Agitation_PV and 3 other fields | High correlation |
13169_FERM0101.Load_Cell_Net_PV is highly overall correlated with 13169_FERM0101.Agitation_PV and 6 other fields | High correlation |
13169_FERM0101.PUMP_1_TOTAL is highly overall correlated with 13169_FERM0101.PUMP_2_TOTAL | High correlation |
13169_FERM0101.PUMP_2_PV is highly overall correlated with 13169_FERM0101.Agitation_PV and 6 other fields | High correlation |
13169_FERM0101.PUMP_2_TOTAL is highly overall correlated with 13169_FERM0101.Biocontainer_Pressure_PV and 4 other fields | High correlation |
13169_FERM0101.Single_Use_DO_PV is highly overall correlated with 13169_FERM0101.DO_1_PV and 4 other fields | High correlation |
13169_FERM0101.Single_Use_pH_PV is highly overall correlated with 13169_FERM0101.DO_1_PV and 2 other fields | High correlation |
13169_FERM0101.Temperatura_PV is highly overall correlated with 13169_FERM0101.DO_1_PV and 3 other fields | High correlation |
13169_FERM0101.pH_1_PV is highly overall correlated with 13169_FERM0101.Agitation_PV and 4 other fields | High correlation |
13169_FERM0101.pH_2_PV is highly overall correlated with 13169_FERM0101.DO_2_PV | High correlation |
13169_FERM0101.Agitation_PV has 4474 (8.5%) missing values | Missing |
13169_FERM0101.Air_Sparge_PV has 4474 (8.5%) missing values | Missing |
13169_FERM0101.Biocontainer_Pressure_PV has 4468 (8.5%) missing values | Missing |
13169_FERM0101.DO_1_PV has 4472 (8.5%) missing values | Missing |
13169_FERM0101.DO_2_PV has 51018 (97.3%) missing values | Missing |
13169_FERM0101.Gas_Overlay_PV has 4474 (8.5%) missing values | Missing |
13169_FERM0101.Load_Cell_Net_PV has 4471 (8.5%) missing values | Missing |
13169_FERM0101.pH_1_PV has 4473 (8.5%) missing values | Missing |
13169_FERM0101.pH_2_PV has 4473 (8.5%) missing values | Missing |
13169_FERM0101.PUMP_1_PV has 4474 (8.5%) missing values | Missing |
13169_FERM0101.PUMP_1_TOTAL has 4473 (8.5%) missing values | Missing |
13169_FERM0101.PUMP_2_PV has 4473 (8.5%) missing values | Missing |
13169_FERM0101.PUMP_2_TOTAL has 4473 (8.5%) missing values | Missing |
13169_FERM0101.Single_Use_DO_PV has 4472 (8.5%) missing values | Missing |
13169_FERM0101.Single_Use_pH_PV has 4474 (8.5%) missing values | Missing |
13169_FERM0101.Temperatura_PV has 4473 (8.5%) missing values | Missing |
13169_FERM0101.DO_1_PV is highly skewed (γ1 = 122.1420684) | Skewed |
13169_FERM0101.pH_1_PV is highly skewed (γ1 = 45.18544527) | Skewed |
13169_FERM0101.pH_2_PV is highly skewed (γ1 = 31.3612597) | Skewed |
13169_FERM0101.PUMP_1_PV is highly skewed (γ1 = 85.14922251) | Skewed |
13169_FERM0101.Agitation_PV has 28162 (53.7%) zeros | Zeros |
13169_FERM0101.Air_Sparge_PV has 43732 (83.4%) zeros | Zeros |
13169_FERM0101.DO_1_PV has 37638 (71.8%) zeros | Zeros |
13169_FERM0101.DO_2_PV has 598 (1.1%) zeros | Zeros |
13169_FERM0101.Gas_Overlay_PV has 21897 (41.8%) zeros | Zeros |
13169_FERM0101.Load_Cell_Net_PV has 652 (1.2%) zeros | Zeros |
13169_FERM0101.PUMP_1_PV has 47919 (91.4%) zeros | Zeros |
13169_FERM0101.PUMP_1_TOTAL has 4356 (8.3%) zeros | Zeros |
13169_FERM0101.PUMP_2_PV has 41258 (78.7%) zeros | Zeros |
13169_FERM0101.PUMP_2_TOTAL has 12867 (24.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-29 18:17:04.530899 |
|---|---|
| Analysis finished | 2024-09-29 18:17:24.502259 |
| Duration | 19.97 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
13169_FERM0101.Agitation_PV
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 953 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 4474 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.050232 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 28162 |
| Zeros (%) | 53.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 36 |
| 95-th percentile | 80 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 31.46826 |
|---|---|
| Coefficient of variation (CV) | 1.427117 |
| Kurtosis | -0.53483127 |
| Mean | 22.050232 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0724786 |
| Sum | 1057066.1 |
| Variance | 990.25142 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 28162 | |
| 80 | 9426 | 18.0% |
| 20 | 5626 | 10.7% |
| 36 | 2769 | 5.3% |
| 44 | 510 | 1.0% |
| 40 | 439 | 0.8% |
| 65.63200073 | 16 | < 0.1% |
| 32 | 15 | < 0.1% |
| 28 | 13 | < 0.1% |
| 65.6 | 5 | < 0.1% |
| Other values (943) | 958 | 1.8% |
| (Missing) | 4474 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 28162 | |
| 6.616304524 | 1 | < 0.1% |
| 11.24572229 | 1 | < 0.1% |
| 14.62788387 | 1 | < 0.1% |
| 17.83681616 | 1 | < 0.1% |
| 19.94803772 | 1 | < 0.1% |
| 20 | 5626 | 10.7% |
| 20.02604613 | 1 | < 0.1% |
| 20.02833033 | 1 | < 0.1% |
| 20.03770076 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80 | 9426 | |
| 79.99999067 | 1 | < 0.1% |
| 79.99991745 | 1 | < 0.1% |
| 79.99984741 | 1 | < 0.1% |
| 79.99977417 | 1 | < 0.1% |
| 79.99970093 | 1 | < 0.1% |
| 79.99963047 | 1 | < 0.1% |
| 79.99955724 | 1 | < 0.1% |
| 79.9994873 | 1 | < 0.1% |
| 79.99941406 | 1 | < 0.1% |
13169_FERM0101.Air_Sparge_PV
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 4208 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 4474 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6015016 |
| Minimum | 0 |
|---|---|
| Maximum | 160.03796 |
| Zeros | 43732 |
| Zeros (%) | 83.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 12.517292 |
| Maximum | 160.03796 |
| Range | 160.03796 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.546708 |
|---|---|
| Coefficient of variation (CV) | 4.438478 |
| Kurtosis | 22.415211 |
| Mean | 2.6015016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7464114 |
| Sum | 124713.38 |
| Variance | 133.32645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 43732 | |
| 24.75490008 | 1 | < 0.1% |
| 17.85708692 | 1 | < 0.1% |
| 16.21728604 | 1 | < 0.1% |
| 64.81973733 | 1 | < 0.1% |
| 63.97083238 | 1 | < 0.1% |
| 63.91876717 | 1 | < 0.1% |
| 8.726323951 | 1 | < 0.1% |
| 48.72169945 | 1 | < 0.1% |
| 64.17792565 | 1 | < 0.1% |
| Other values (4198) | 4198 | 8.0% |
| (Missing) | 4474 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 43732 | |
| 0.0002475493859 | 1 | < 0.1% |
| 0.001360281915 | 1 | < 0.1% |
| 0.001989711373 | 1 | < 0.1% |
| 0.002135679508 | 1 | < 0.1% |
| 0.002647277473 | 1 | < 0.1% |
| 0.002974020814 | 1 | < 0.1% |
| 0.004107638302 | 1 | < 0.1% |
| 0.004297878198 | 1 | < 0.1% |
| 0.004515341351 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 160.0379551 | 1 | |
| 159.9992148 | 1 | |
| 159.9865597 | 1 | |
| 128.1523543 | 1 | |
| 65.25401611 | 1 | |
| 65.24246826 | 1 | |
| 65.21151193 | 1 | |
| 65.16242676 | 1 | |
| 65.13093367 | 1 | |
| 65.10684814 | 1 |
13169_FERM0101.Biocontainer_Pressure_PV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24619 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 4468 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 208.03724 |
| Minimum | -14.382141 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 21283 |
| Negative (%) | 40.6% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -14.382141 |
|---|---|
| 5-th percentile | -2.2424744 |
| Q1 | -0.80440063 |
| median | 0.84461253 |
| Q3 | 480 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 494.38214 |
| Interquartile range (IQR) | 480.8044 |
Descriptive statistics
| Standard deviation | 238.23881 |
|---|---|
| Coefficient of variation (CV) | 1.1451738 |
| Kurtosis | -1.929464 |
| Mean | 208.03724 |
| Median Absolute Deviation (MAD) | 2.933963 |
| Skewness | 0.26547128 |
| Sum | 9974345.6 |
| Variance | 56757.729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 480 | 20815 | |
| -0.8044006348 | 134 | 0.3% |
| -0.7841430664 | 114 | 0.2% |
| -0.844909668 | 92 | 0.2% |
| -0.6018493652 | 77 | 0.1% |
| -1.898150635 | 68 | 0.1% |
| -0.7638916016 | 66 | 0.1% |
| -0.561340332 | 60 | 0.1% |
| -0.3790527344 | 58 | 0.1% |
| -1.938659668 | 51 | 0.1% |
| Other values (24609) | 26410 | |
| (Missing) | 4468 | 8.5% |
| Value | Count | Frequency (%) |
| -14.38214144 | 1 | |
| -13.91018096 | 1 | |
| -8.398524776 | 1 | |
| -7.526334526 | 1 | |
| -7.504755495 | 1 | |
| -7.429657229 | 1 | |
| -7.375883042 | 1 | |
| -7.269022471 | 1 | |
| -7.236778352 | 1 | |
| -7.221018576 | 1 |
| Value | Count | Frequency (%) |
| 480 | 20815 | |
| 415.6497793 | 1 | < 0.1% |
| 374.626098 | 1 | < 0.1% |
| 185.1478871 | 1 | < 0.1% |
| 159.8366766 | 1 | < 0.1% |
| 119.3277616 | 1 | < 0.1% |
| 43.80006505 | 1 | < 0.1% |
| 14.9131958 | 1 | < 0.1% |
| 11.23726307 | 1 | < 0.1% |
| 10.81834783 | 1 | < 0.1% |
13169_FERM0101.DO_1_PV
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 9118 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 4472 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6616598 |
| Minimum | 0 |
|---|---|
| Maximum | 4262.8 |
| Zeros | 37638 |
| Zeros (%) | 71.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 26.313652 |
| Maximum | 4262.8 |
| Range | 4262.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 23.656879 |
|---|---|
| Coefficient of variation (CV) | 4.1784353 |
| Kurtosis | 21875.925 |
| Mean | 5.6616598 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 122.14207 |
| Sum | 271425.63 |
| Variance | 559.64794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 37638 | |
| 54.86001587 | 51 | 0.1% |
| 55.01640625 | 32 | 0.1% |
| 54.09481201 | 25 | < 0.1% |
| 55.32360229 | 23 | < 0.1% |
| 54.7092041 | 17 | < 0.1% |
| 57.62766113 | 17 | < 0.1% |
| 11.97207336 | 16 | < 0.1% |
| 54.25120239 | 14 | < 0.1% |
| 58.13261108 | 9 | < 0.1% |
| Other values (9108) | 10099 | 19.3% |
| (Missing) | 4472 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 37638 | |
| 0.06301856686 | 1 | < 0.1% |
| 0.3278843446 | 1 | < 0.1% |
| 0.7292058518 | 1 | < 0.1% |
| 0.7303370476 | 3 | < 0.1% |
| 0.8807134628 | 4 | < 0.1% |
| 0.9272299767 | 2 | < 0.1% |
| 1.18729105 | 1 | < 0.1% |
| 1.191011238 | 1 | < 0.1% |
| 1.226674461 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 4262.8 | 1 | |
| 99.46989484 | 1 | |
| 97.62893541 | 1 | |
| 93.40368581 | 1 | |
| 89.05321205 | 1 | |
| 88.85593827 | 1 | |
| 87.50954433 | 1 | |
| 87.38304892 | 1 | |
| 87.31055529 | 1 | |
| 86.60829847 | 1 |
13169_FERM0101.DO_2_PV
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 50 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 51018 |
| Missing (%) | 97.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0710739 |
| Minimum | -0.0076965332 |
|---|---|
| Maximum | 80.148999 |
| Zeros | 598 |
| Zeros (%) | 1.1% |
| Negative | 729 |
| Negative (%) | 1.4% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.0076965332 |
|---|---|
| 5-th percentile | -0.0076965332 |
| Q1 | -0.0076965332 |
| median | -0.0076965332 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 80.148999 |
| Range | 80.156696 |
| Interquartile range (IQR) | 0.0076965332 |
Descriptive statistics
| Standard deviation | 5.6689464 |
|---|---|
| Coefficient of variation (CV) | 5.2927689 |
| Kurtosis | 81.317614 |
| Mean | 1.0710739 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.9019118 |
| Sum | 1494.148 |
| Variance | 32.136954 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.007696533203 | 727 | 1.4% |
| 0 | 598 | 1.1% |
| 15.54459381 | 4 | < 0.1% |
| 15.85799103 | 4 | < 0.1% |
| 17.08918915 | 4 | < 0.1% |
| 16.00909271 | 4 | < 0.1% |
| 17.70478973 | 4 | < 0.1% |
| 16.47359009 | 2 | < 0.1% |
| 16.77579346 | 2 | < 0.1% |
| 18.16928864 | 2 | < 0.1% |
| Other values (40) | 44 | 0.1% |
| (Missing) | 51018 |
| Value | Count | Frequency (%) |
| -0.007696533203 | 727 | |
| -0.00534002542 | 1 | < 0.1% |
| -0.002366666671 | 1 | < 0.1% |
| 0 | 598 | |
| 13.38047325 | 1 | < 0.1% |
| 13.84329987 | 1 | < 0.1% |
| 14.30779877 | 1 | < 0.1% |
| 14.61559753 | 1 | < 0.1% |
| 15.19045087 | 1 | < 0.1% |
| 15.23679352 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80.14899902 | 1 | |
| 75.35291748 | 1 | |
| 67.62434082 | 1 | |
| 59.89576416 | 1 | |
| 53.25288086 | 1 | |
| 46.44940451 | 1 | |
| 39.64812622 | 1 | |
| 32.53515015 | 1 | |
| 26.20007019 | 1 | |
| 26.04896851 | 1 |
13169_FERM0101.Gas_Overlay_PV
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 26043 |
|---|---|
| Distinct (%) | 54.3% |
| Missing | 4474 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3886798 |
| Minimum | 0 |
|---|---|
| Maximum | 20.592549 |
| Zeros | 21897 |
| Zeros (%) | 41.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.9995871 |
| Q3 | 4.0000679 |
| 95-th percentile | 4.0008234 |
| Maximum | 20.592549 |
| Range | 20.592549 |
| Interquartile range (IQR) | 4.0000679 |
Descriptive statistics
| Standard deviation | 2.5246707 |
|---|---|
| Coefficient of variation (CV) | 1.0569314 |
| Kurtosis | 5.3445487 |
| Mean | 2.3886798 |
| Median Absolute Deviation (MAD) | 0.0022183658 |
| Skewness | 1.3765313 |
| Sum | 114510.92 |
| Variance | 6.3739623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 21897 | |
| 7.999977035 | 1 | < 0.1% |
| 3.999616532 | 1 | < 0.1% |
| 4.000109859 | 1 | < 0.1% |
| 3.999795893 | 1 | < 0.1% |
| 3.999985455 | 1 | < 0.1% |
| 3.999625962 | 1 | < 0.1% |
| 4.000216767 | 1 | < 0.1% |
| 4.000467454 | 1 | < 0.1% |
| 4.000161089 | 1 | < 0.1% |
| Other values (26033) | 26033 | |
| (Missing) | 4474 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 21897 | |
| 2.176892399 | 1 | < 0.1% |
| 2.807917978 | 1 | < 0.1% |
| 3.612518024 | 1 | < 0.1% |
| 3.91659969 | 1 | < 0.1% |
| 3.917776644 | 1 | < 0.1% |
| 3.923629329 | 1 | < 0.1% |
| 3.924082301 | 1 | < 0.1% |
| 3.924942467 | 1 | < 0.1% |
| 3.927212341 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20.5925486 | 1 | |
| 20.45979972 | 1 | |
| 20.31759869 | 1 | |
| 20.10388335 | 1 | |
| 20.047896 | 1 | |
| 19.98131058 | 1 | |
| 19.62791891 | 1 | |
| 19.55478174 | 1 | |
| 19.40977614 | 1 | |
| 19.3002427 | 1 |
13169_FERM0101.Load_Cell_Net_PV
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 13986 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 4471 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 664.33112 |
| Minimum | -24.8 |
|---|---|
| Maximum | 1700.8265 |
| Zeros | 652 |
| Zeros (%) | 1.2% |
| Negative | 22957 |
| Negative (%) | 43.8% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -24.8 |
|---|---|
| 5-th percentile | -20.8 |
| Q1 | -18.4 |
| median | 0.4 |
| Q3 | 1590.4 |
| 95-th percentile | 1667.2 |
| Maximum | 1700.8265 |
| Range | 1725.6265 |
| Interquartile range (IQR) | 1608.8 |
Descriptive statistics
| Standard deviation | 786.57557 |
|---|---|
| Coefficient of variation (CV) | 1.1840113 |
| Kurtosis | -1.8367664 |
| Mean | 664.33112 |
| Median Absolute Deviation (MAD) | 20.8 |
| Skewness | 0.34369475 |
| Sum | 31849363 |
| Variance | 618701.13 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -18.4 | 3141 | 6.0% |
| -18 | 2221 | 4.2% |
| -19.2 | 1980 | 3.8% |
| -18.8 | 1339 | 2.6% |
| -19.6 | 1184 | 2.3% |
| -17.6 | 1066 | 2.0% |
| -20.8 | 953 | 1.8% |
| -1.6 | 727 | 1.4% |
| 0 | 652 | 1.2% |
| -1.2 | 642 | 1.2% |
| Other values (13976) | 34037 | |
| (Missing) | 4471 | 8.5% |
| Value | Count | Frequency (%) |
| -24.8 | 5 | < 0.1% |
| -24.71761569 | 1 | < 0.1% |
| -24.4 | 415 | |
| -24.31926593 | 1 | < 0.1% |
| -24.0816474 | 1 | < 0.1% |
| -24 | 231 | |
| -23.6 | 20 | < 0.1% |
| -23.2 | 30 | 0.1% |
| -22.8 | 68 | 0.1% |
| -22.54363077 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1700.826514 | 1 | < 0.1% |
| 1697.284851 | 1 | < 0.1% |
| 1694.8 | 3 | |
| 1694.707966 | 1 | < 0.1% |
| 1694.69504 | 1 | < 0.1% |
| 1694.690943 | 1 | < 0.1% |
| 1694.504122 | 1 | < 0.1% |
| 1694.488437 | 1 | < 0.1% |
| 1694.419704 | 1 | < 0.1% |
| 1694.408667 | 1 | < 0.1% |
13169_FERM0101.pH_1_PV
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 7720 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 4473 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0936244 |
| Minimum | -0.03325119 |
|---|---|
| Maximum | 318.32326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 10 |
| Negative (%) | < 0.1% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.03325119 |
|---|---|
| 5-th percentile | 1.459322 |
| Q1 | 1.5635605 |
| median | 1.6657598 |
| Q3 | 5.6397938 |
| 95-th percentile | 5.8827026 |
| Maximum | 318.32326 |
| Range | 318.35651 |
| Interquartile range (IQR) | 4.0762333 |
Descriptive statistics
| Standard deviation | 2.4418355 |
|---|---|
| Coefficient of variation (CV) | 0.78931221 |
| Kurtosis | 5791.9916 |
| Mean | 3.0936244 |
| Median Absolute Deviation (MAD) | 0.16427708 |
| Skewness | 45.185445 |
| Sum | 148308.35 |
| Variance | 5.9625607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.66575985 | 2540 | 4.8% |
| 1.589181519 | 1925 | 3.7% |
| 1.627403831 | 1742 | 3.3% |
| 1.501482773 | 1581 | 3.0% |
| 1.690192032 | 1434 | 2.7% |
| 1.563560486 | 1401 | 2.7% |
| 1.624763489 | 1038 | 2.0% |
| 1.603842735 | 812 | 1.5% |
| 1.776680183 | 769 | 1.5% |
| 1.550709343 | 764 | 1.5% |
| Other values (7710) | 33934 | |
| (Missing) | 4473 | 8.5% |
| Value | Count | Frequency (%) |
| -0.03325119019 | 9 | < 0.1% |
| -0.02359831652 | 1 | < 0.1% |
| 0.4654800713 | 1 | < 0.1% |
| 1.372381592 | 169 | 0.3% |
| 1.373102141 | 1 | < 0.1% |
| 1.373184669 | 1 | < 0.1% |
| 1.393197632 | 274 | 0.5% |
| 1.394064886 | 1 | < 0.1% |
| 1.394091622 | 1 | < 0.1% |
| 1.433881187 | 723 |
| Value | Count | Frequency (%) |
| 318.3232613 | 1 | |
| 9.640264893 | 1 | |
| 9.607271576 | 2 | |
| 9.204669706 | 1 | |
| 8.355498317 | 1 | |
| 8.339646902 | 1 | |
| 8.134276743 | 1 | |
| 8.037700653 | 1 | |
| 7.96632477 | 1 | |
| 7.797498115 | 1 |
13169_FERM0101.pH_2_PV
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 4473 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.020121272 |
| Minimum | -0.3472353 |
|---|---|
| Maximum | 5.3364357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 47930 |
| Negative (%) | 91.4% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -0.3472353 |
|---|---|
| 5-th percentile | -0.011331558 |
| Q1 | -0.011331558 |
| median | -0.011331558 |
| Q3 | -0.011331558 |
| 95-th percentile | -0.011331558 |
| Maximum | 5.3364357 |
| Range | 5.683671 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.088207911 |
|---|---|
| Coefficient of variation (CV) | -4.3838139 |
| Kurtosis | 1866.2724 |
| Mean | -0.020121272 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 31.36126 |
| Sum | -964.61378 |
| Variance | 0.0077806356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.01133155823 | 46432 | |
| -0.3472352982 | 1392 | 2.7% |
| -0.008146942851 | 1 | < 0.1% |
| -0.002546493295 | 1 | < 0.1% |
| -0.002445232963 | 1 | < 0.1% |
| -0.002361036303 | 1 | < 0.1% |
| -0.008968780803 | 1 | < 0.1% |
| -0.008959279824 | 1 | < 0.1% |
| -0.002393838423 | 1 | < 0.1% |
| -0.005202465752 | 1 | < 0.1% |
| Other values (108) | 108 | 0.2% |
| (Missing) | 4473 | 8.5% |
| Value | Count | Frequency (%) |
| -0.3472352982 | 1392 | 2.7% |
| -0.2464711724 | 1 | < 0.1% |
| -0.2437663103 | 1 | < 0.1% |
| -0.01133155823 | 46432 | |
| -0.01128516035 | 1 | < 0.1% |
| -0.01125757921 | 1 | < 0.1% |
| -0.01123713169 | 1 | < 0.1% |
| -0.01119779867 | 1 | < 0.1% |
| -0.01115897742 | 1 | < 0.1% |
| -0.01113743357 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.336435699 | 1 | |
| 5.328588867 | 1 | |
| 5.313175201 | 1 | |
| 5.289915466 | 1 | |
| 5.220415497 | 1 | |
| 5.03152212 | 1 | |
| 4.328703015 | 1 | |
| 3.555673982 | 1 | |
| 3.310390472 | 1 | |
| 3.238727188 | 1 |
13169_FERM0101.PUMP_1_PV
Real number (ℝ)
MISSING SKEWED ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4474 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0095604034 |
| Minimum | 0 |
|---|---|
| Maximum | 80 |
| Zeros | 47919 |
| Zeros (%) | 91.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 80 |
| Range | 80 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.59196274 |
|---|---|
| Coefficient of variation (CV) | 61.918176 |
| Kurtosis | 8976.8438 |
| Mean | 0.0095604034 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 85.149223 |
| Sum | 458.31618 |
| Variance | 0.35041989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 47919 | |
| 9.604958678 | 1 | < 0.1% |
| 17.17764402 | 1 | < 0.1% |
| 14.017048 | 1 | < 0.1% |
| 16.93632362 | 1 | < 0.1% |
| 46.10962179 | 1 | < 0.1% |
| 15.17085849 | 1 | < 0.1% |
| 24.94687882 | 1 | < 0.1% |
| 13.71932577 | 1 | < 0.1% |
| 2.093653602 | 1 | < 0.1% |
| Other values (11) | 11 | < 0.1% |
| (Missing) | 4474 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 47919 | |
| 0.1744086634 | 1 | < 0.1% |
| 2.093653602 | 1 | < 0.1% |
| 6.226366375 | 1 | < 0.1% |
| 9.604958678 | 1 | < 0.1% |
| 9.861284704 | 1 | < 0.1% |
| 13.71932577 | 1 | < 0.1% |
| 14.017048 | 1 | < 0.1% |
| 15.17085849 | 1 | < 0.1% |
| 15.8142703 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80 | 1 | |
| 46.10962179 | 1 | |
| 37.50559794 | 1 | |
| 37.35812266 | 1 | |
| 33.88020782 | 1 | |
| 27.91260746 | 1 | |
| 26.51290605 | 1 | |
| 24.94687882 | 1 | |
| 23.29409567 | 1 | |
| 17.17764402 | 1 |
13169_FERM0101.PUMP_1_TOTAL
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 1927 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 4473 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.654032 |
| Minimum | 0 |
|---|---|
| Maximum | 2987.5855 |
| Zeros | 4356 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 12.4 |
| median | 24.800002 |
| Q3 | 74.399982 |
| 95-th percentile | 171.1201 |
| Maximum | 2987.5855 |
| Range | 2987.5855 |
| Interquartile range (IQR) | 61.999982 |
Descriptive statistics
| Standard deviation | 303.57782 |
|---|---|
| Coefficient of variation (CV) | 3.8112047 |
| Kurtosis | 82.831229 |
| Mean | 79.654032 |
| Median Absolute Deviation (MAD) | 14.880002 |
| Skewness | 9.0208213 |
| Sum | 3818614.3 |
| Variance | 92159.492 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.919999695 | 5449 | 10.4% |
| 0 | 4356 | 8.3% |
| 14.88000031 | 3724 | 7.1% |
| 126.4800171 | 2777 | 5.3% |
| 24.80000153 | 2615 | 5.0% |
| 39.67999573 | 2554 | 4.9% |
| 111.5999878 | 1894 | 3.6% |
| 17.36000061 | 1781 | 3.4% |
| 44.63999329 | 1617 | 3.1% |
| 27.28000183 | 1611 | 3.1% |
| Other values (1917) | 19562 | |
| (Missing) | 4473 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 4356 | |
| 0.01440595995 | 1 | < 0.1% |
| 0.01606404052 | 1 | < 0.1% |
| 0.02197659851 | 1 | < 0.1% |
| 0.02228737934 | 1 | < 0.1% |
| 0.02404167863 | 1 | < 0.1% |
| 0.02668780752 | 1 | < 0.1% |
| 0.02736773691 | 1 | < 0.1% |
| 0.02824584114 | 1 | < 0.1% |
| 0.03205580463 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2987.585547 | 479 | |
| 2820.466423 | 1 | < 0.1% |
| 2656.748096 | 1 | < 0.1% |
| 2647.073145 | 1 | < 0.1% |
| 2643.313685 | 1 | < 0.1% |
| 2637.828786 | 1 | < 0.1% |
| 2628.796657 | 1 | < 0.1% |
| 2605.964147 | 1 | < 0.1% |
| 2602.029636 | 1 | < 0.1% |
| 2592.706904 | 1 | < 0.1% |
13169_FERM0101.PUMP_2_PV
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 6277 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 4473 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.42247978 |
| Minimum | 0 |
|---|---|
| Maximum | 46.867441 |
| Zeros | 41258 |
| Zeros (%) | 78.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3.8456169 |
| Maximum | 46.867441 |
| Range | 46.867441 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.5230382 |
|---|---|
| Coefficient of variation (CV) | 3.6049967 |
| Kurtosis | 52.1284 |
| Mean | 0.42247978 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.0206412 |
| Sum | 20253.68 |
| Variance | 2.3196454 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 41258 | |
| 8 | 387 | 0.7% |
| 1.179298782 | 2 | < 0.1% |
| 5.007370377 | 2 | < 0.1% |
| 1.04678557 | 2 | < 0.1% |
| 0.4849973679 | 2 | < 0.1% |
| 0.06495509423 | 2 | < 0.1% |
| 0.4498001785 | 2 | < 0.1% |
| 0.3825416718 | 2 | < 0.1% |
| 3.969618909 | 2 | < 0.1% |
| Other values (6267) | 6279 | 12.0% |
| (Missing) | 4473 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 41258 | |
| 0.0001851918668 | 1 | < 0.1% |
| 0.0002571694422 | 1 | < 0.1% |
| 0.0003686000137 | 1 | < 0.1% |
| 0.0004702092422 | 1 | < 0.1% |
| 0.0005623292117 | 1 | < 0.1% |
| 0.000570922575 | 1 | < 0.1% |
| 0.0007132517626 | 1 | < 0.1% |
| 0.0008206312514 | 1 | < 0.1% |
| 0.001044578116 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 46.86744091 | 1 | < 0.1% |
| 45.76459981 | 1 | < 0.1% |
| 28.69340853 | 1 | < 0.1% |
| 27.79323548 | 1 | < 0.1% |
| 14.11384463 | 1 | < 0.1% |
| 9.292723103 | 1 | < 0.1% |
| 8 | 387 | |
| 7.999051264 | 1 | < 0.1% |
| 7.998912505 | 1 | < 0.1% |
| 7.998295849 | 1 | < 0.1% |
13169_FERM0101.PUMP_2_TOTAL
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8846 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 4473 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3636.4287 |
| Minimum | 0 |
|---|---|
| Maximum | 22260.513 |
| Zeros | 12867 |
| Zeros (%) | 24.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1713.5152 |
| Q3 | 7517.3813 |
| 95-th percentile | 8539.3891 |
| Maximum | 22260.513 |
| Range | 22260.513 |
| Interquartile range (IQR) | 7517.3813 |
Descriptive statistics
| Standard deviation | 3541.1536 |
|---|---|
| Coefficient of variation (CV) | 0.97379981 |
| Kurtosis | -1.4544009 |
| Mean | 3636.4287 |
| Median Absolute Deviation (MAD) | 1713.5152 |
| Skewness | 0.30508701 |
| Sum | 1.7433039 × 108 |
| Variance | 12539769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 12867 | |
| 8539.389063 | 2741 | 5.2% |
| 7637.635938 | 2075 | 4.0% |
| 7121.058594 | 1851 | 3.5% |
| 1583.483008 | 1686 | 3.2% |
| 6378.242188 | 1516 | 2.9% |
| 7744.296875 | 1221 | 2.3% |
| 1486.330176 | 1204 | 2.3% |
| 19.79999695 | 1186 | 2.3% |
| 8691.0625 | 1062 | 2.0% |
| Other values (8836) | 20531 | |
| (Missing) | 4473 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 12867 | |
| 0.03293879197 | 1 | < 0.1% |
| 0.03615813777 | 1 | < 0.1% |
| 0.0439114691 | 1 | < 0.1% |
| 0.1094205179 | 1 | < 0.1% |
| 0.1271441127 | 1 | < 0.1% |
| 0.1373701266 | 1 | < 0.1% |
| 0.1898651619 | 1 | < 0.1% |
| 0.4262756849 | 1 | < 0.1% |
| 0.4288547956 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22260.5125 | 1 | |
| 22105.09613 | 1 | |
| 21906.81499 | 1 | |
| 21708.53363 | 1 | |
| 21510.25238 | 1 | |
| 21311.5077 | 1 | |
| 21113.68988 | 1 | |
| 20915.28438 | 1 | |
| 20716.66627 | 1 | |
| 20518.72188 | 1 |
13169_FERM0101.Single_Use_DO_PV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10686 |
|---|---|
| Distinct (%) | 22.3% |
| Missing | 4472 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 587.29992 |
| Minimum | 0 |
|---|---|
| Maximum | 806.5248 |
| Zeros | 27 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.513127 |
| Q1 | 655.08677 |
| median | 700.94805 |
| Q3 | 799.99199 |
| 95-th percentile | 799.99199 |
| Maximum | 806.5248 |
| Range | 806.5248 |
| Interquartile range (IQR) | 144.90522 |
Descriptive statistics
| Standard deviation | 296.336 |
|---|---|
| Coefficient of variation (CV) | 0.50457354 |
| Kurtosis | -0.1524629 |
| Mean | 587.29992 |
| Median Absolute Deviation (MAD) | 99.043945 |
| Skewness | -1.2872274 |
| Sum | 28155745 |
| Variance | 87815.024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 799.9919922 | 16984 | |
| 699.8442871 | 2726 | 5.2% |
| 693.1138184 | 1985 | 3.8% |
| 700.9480469 | 1982 | 3.8% |
| 656.0895996 | 1841 | 3.5% |
| 655.0867676 | 1433 | 2.7% |
| 655.8924316 | 1319 | 2.5% |
| 658.3754395 | 1053 | 2.0% |
| 659.2979004 | 858 | 1.6% |
| 730.7864746 | 787 | 1.5% |
| Other values (10676) | 16973 | |
| (Missing) | 4472 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 27 | |
| 1.104355875 | 1 | < 0.1% |
| 1.109617987 | 1 | < 0.1% |
| 1.128502442 | 1 | < 0.1% |
| 1.151514591 | 1 | < 0.1% |
| 1.158029039 | 1 | < 0.1% |
| 1.161866093 | 1 | < 0.1% |
| 1.165701604 | 1 | < 0.1% |
| 1.183359297 | 1 | < 0.1% |
| 1.324367579 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 806.5248047 | 377 | 0.7% |
| 804.9375485 | 1 | < 0.1% |
| 804.7007632 | 1 | < 0.1% |
| 802.7157946 | 1 | < 0.1% |
| 801.9368407 | 1 | < 0.1% |
| 799.9919922 | 16984 | |
| 799.977278 | 1 | < 0.1% |
| 799.9266658 | 1 | < 0.1% |
| 799.830605 | 1 | < 0.1% |
| 799.7720565 | 1 | < 0.1% |
13169_FERM0101.Single_Use_pH_PV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1714 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 4474 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 589.88329 |
| Minimum | -788.248 |
|---|---|
| Maximum | 800.11997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 152 |
| Negative (%) | 0.3% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | -788.248 |
|---|---|
| 5-th percentile | 5.7600098 |
| Q1 | 6.0879883 |
| median | 799.848 |
| Q3 | 799.91201 |
| 95-th percentile | 800.01602 |
| Maximum | 800.11997 |
| Range | 1588.368 |
| Interquartile range (IQR) | 793.82402 |
Descriptive statistics
| Standard deviation | 351.09812 |
|---|---|
| Coefficient of variation (CV) | 0.5951993 |
| Kurtosis | -0.76740168 |
| Mean | 589.88329 |
| Median Absolute Deviation (MAD) | 0.10400391 |
| Skewness | -1.0860302 |
| Sum | 28278415 |
| Variance | 123269.89 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 799.8640137 | 5484 | 10.5% |
| 799.9120117 | 5249 | 10.0% |
| 799.9679688 | 4307 | 8.2% |
| 799.8399902 | 2391 | 4.6% |
| 799.847998 | 2286 | 4.4% |
| 799.7679688 | 2107 | 4.0% |
| 6.087988281 | 1689 | 3.2% |
| 799.6239746 | 1563 | 3.0% |
| 799.8239746 | 1159 | 2.2% |
| 5.760009766 | 1146 | 2.2% |
| Other values (1704) | 20558 | |
| (Missing) | 4474 | 8.5% |
| Value | Count | Frequency (%) |
| -788.247998 | 3 | |
| -787.9280273 | 6 | |
| -787.9200195 | 7 | |
| -787.9120117 | 5 | |
| -787.8560059 | 1 | < 0.1% |
| -787.6720231 | 1 | < 0.1% |
| -787.5999192 | 1 | < 0.1% |
| -458.4514524 | 1 | < 0.1% |
| -429.6835017 | 1 | < 0.1% |
| -5.382378252 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 800.1199707 | 763 | 1.5% |
| 800.0640137 | 457 | 0.9% |
| 800.0319824 | 1079 | 2.1% |
| 800.0160156 | 931 | 1.8% |
| 799.9919922 | 1097 | 2.1% |
| 799.9759766 | 727 | 1.4% |
| 799.9679688 | 4307 | |
| 799.9279785 | 269 | 0.5% |
| 799.9199707 | 633 | 1.2% |
| 799.9120117 | 5249 |
13169_FERM0101.Temperatura_PV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 31515 |
|---|---|
| Distinct (%) | 65.7% |
| Missing | 4473 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.538095 |
| Minimum | 0.13422075 |
|---|---|
| Maximum | 80.831995 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0.13422075 |
|---|---|
| 5-th percentile | 3.2079547 |
| Q1 | 14.279996 |
| median | 16.174336 |
| Q3 | 23.367996 |
| 95-th percentile | 29.624002 |
| Maximum | 80.831995 |
| Range | 80.697774 |
| Interquartile range (IQR) | 9.0880005 |
Descriptive statistics
| Standard deviation | 8.0134996 |
|---|---|
| Coefficient of variation (CV) | 0.45691963 |
| Kurtosis | -0.59374754 |
| Mean | 17.538095 |
| Median Absolute Deviation (MAD) | 3.9823411 |
| Skewness | 0.030624877 |
| Sum | 840776.25 |
| Variance | 64.216176 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.60000305 | 743 | 1.4% |
| 29.60799866 | 711 | 1.4% |
| 29.62400208 | 584 | 1.1% |
| 29.57600403 | 578 | 1.1% |
| 29.56000061 | 425 | 0.8% |
| 29.64000549 | 339 | 0.6% |
| 29.552005 | 259 | 0.5% |
| 23.20000305 | 234 | 0.4% |
| 3.207997894 | 232 | 0.4% |
| 29.6559967 | 221 | 0.4% |
| Other values (31505) | 43614 | |
| (Missing) | 4473 | 8.5% |
| Value | Count | Frequency (%) |
| 0.1342207533 | 1 | < 0.1% |
| 2.960000038 | 1 | < 0.1% |
| 2.983999062 | 1 | < 0.1% |
| 2.988781143 | 1 | < 0.1% |
| 2.99337338 | 1 | < 0.1% |
| 3.002415713 | 1 | < 0.1% |
| 3.007523384 | 1 | < 0.1% |
| 3.00849095 | 1 | < 0.1% |
| 3.015999794 | 10 | |
| 3.016047365 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80.83199463 | 1 | |
| 31.59199524 | 1 | |
| 31.47200012 | 1 | |
| 31.42400208 | 1 | |
| 31.33403275 | 1 | |
| 31.30566028 | 1 | |
| 31.29599915 | 1 | |
| 31.28800354 | 1 | |
| 31.28292513 | 1 | |
| 31.27419165 | 1 |
| 13169_FERM0101.Agitation_PV | 13169_FERM0101.Air_Sparge_PV | 13169_FERM0101.Biocontainer_Pressure_PV | 13169_FERM0101.DO_1_PV | 13169_FERM0101.DO_2_PV | 13169_FERM0101.Gas_Overlay_PV | 13169_FERM0101.Load_Cell_Net_PV | 13169_FERM0101.PUMP_1_PV | 13169_FERM0101.PUMP_1_TOTAL | 13169_FERM0101.PUMP_2_PV | 13169_FERM0101.PUMP_2_TOTAL | 13169_FERM0101.Single_Use_DO_PV | 13169_FERM0101.Single_Use_pH_PV | 13169_FERM0101.Temperatura_PV | 13169_FERM0101.pH_1_PV | 13169_FERM0101.pH_2_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13169_FERM0101.Agitation_PV | 1.000 | 0.444 | -0.559 | 0.705 | -0.166 | 0.642 | 0.861 | 0.012 | -0.219 | 0.591 | -0.465 | -0.315 | -0.468 | 0.407 | 0.708 | -0.017 |
| 13169_FERM0101.Air_Sparge_PV | 0.444 | 1.000 | -0.078 | 0.521 | 0.247 | 0.265 | 0.404 | 0.009 | 0.019 | 0.584 | 0.010 | -0.420 | -0.364 | 0.400 | 0.413 | 0.044 |
| 13169_FERM0101.Biocontainer_Pressure_PV | -0.559 | -0.078 | 1.000 | -0.207 | 0.672 | -0.768 | -0.713 | -0.005 | 0.380 | -0.158 | 0.612 | -0.260 | 0.037 | 0.096 | -0.281 | 0.128 |
| 13169_FERM0101.DO_1_PV | 0.705 | 0.521 | -0.207 | 1.000 | 0.281 | 0.398 | 0.675 | 0.013 | -0.053 | 0.699 | -0.129 | -0.637 | -0.621 | 0.642 | 0.691 | 0.086 |
| 13169_FERM0101.DO_2_PV | -0.166 | 0.247 | 0.672 | 0.281 | 1.000 | -0.304 | -0.102 | NaN | 0.495 | 0.375 | 0.767 | -0.698 | -0.455 | 0.660 | -0.221 | 0.790 |
| 13169_FERM0101.Gas_Overlay_PV | 0.642 | 0.265 | -0.768 | 0.398 | -0.304 | 1.000 | 0.753 | 0.010 | -0.300 | 0.337 | -0.527 | -0.006 | -0.208 | 0.175 | 0.419 | -0.088 |
| 13169_FERM0101.Load_Cell_Net_PV | 0.861 | 0.404 | -0.713 | 0.675 | -0.102 | 0.753 | 1.000 | 0.013 | -0.285 | 0.533 | -0.527 | -0.193 | -0.347 | 0.339 | 0.592 | -0.034 |
| 13169_FERM0101.PUMP_1_PV | 0.012 | 0.009 | -0.005 | 0.013 | NaN | 0.010 | 0.013 | 1.000 | -0.005 | 0.009 | -0.004 | -0.009 | -0.011 | 0.016 | 0.008 | 0.003 |
| 13169_FERM0101.PUMP_1_TOTAL | -0.219 | 0.019 | 0.380 | -0.053 | 0.495 | -0.300 | -0.285 | -0.005 | 1.000 | 0.046 | 0.695 | -0.321 | 0.124 | 0.061 | 0.006 | 0.101 |
| 13169_FERM0101.PUMP_2_PV | 0.591 | 0.584 | -0.158 | 0.699 | 0.375 | 0.337 | 0.533 | 0.009 | 0.046 | 1.000 | -0.002 | -0.542 | -0.494 | 0.525 | 0.510 | 0.052 |
| 13169_FERM0101.PUMP_2_TOTAL | -0.465 | 0.010 | 0.612 | -0.129 | 0.767 | -0.527 | -0.527 | -0.004 | 0.695 | -0.002 | 1.000 | -0.281 | 0.097 | 0.115 | -0.144 | 0.146 |
| 13169_FERM0101.Single_Use_DO_PV | -0.315 | -0.420 | -0.260 | -0.637 | -0.698 | -0.006 | -0.193 | -0.009 | -0.321 | -0.542 | -0.281 | 1.000 | 0.514 | -0.618 | -0.493 | -0.137 |
| 13169_FERM0101.Single_Use_pH_PV | -0.468 | -0.364 | 0.037 | -0.621 | -0.455 | -0.208 | -0.347 | -0.011 | 0.124 | -0.494 | 0.097 | 0.514 | 1.000 | -0.441 | -0.504 | -0.112 |
| 13169_FERM0101.Temperatura_PV | 0.407 | 0.400 | 0.096 | 0.642 | 0.660 | 0.175 | 0.339 | 0.016 | 0.061 | 0.525 | 0.115 | -0.618 | -0.441 | 1.000 | 0.498 | 0.132 |
| 13169_FERM0101.pH_1_PV | 0.708 | 0.413 | -0.281 | 0.691 | -0.221 | 0.419 | 0.592 | 0.008 | 0.006 | 0.510 | -0.144 | -0.493 | -0.504 | 0.498 | 1.000 | -0.039 |
| 13169_FERM0101.pH_2_PV | -0.017 | 0.044 | 0.128 | 0.086 | 0.790 | -0.088 | -0.034 | 0.003 | 0.101 | 0.052 | 0.146 | -0.137 | -0.112 | 0.132 | -0.039 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 13169_FERM0101.Agitation_PV | 13169_FERM0101.Air_Sparge_PV | 13169_FERM0101.Biocontainer_Pressure_PV | 13169_FERM0101.DO_1_PV | 13169_FERM0101.DO_2_PV | 13169_FERM0101.Gas_Overlay_PV | 13169_FERM0101.Load_Cell_Net_PV | 13169_FERM0101.pH_1_PV | 13169_FERM0101.pH_2_PV | 13169_FERM0101.PUMP_1_PV | 13169_FERM0101.PUMP_1_TOTAL | 13169_FERM0101.PUMP_2_PV | 13169_FERM0101.PUMP_2_TOTAL | 13169_FERM0101.Single_Use_DO_PV | 13169_FERM0101.Single_Use_pH_PV | 13169_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2023-03-15 00:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.000000 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 18.163524 |
| 2023-03-15 00:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -17.335388 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 18.102256 |
| 2023-03-15 00:30:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.035917 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 18.070250 |
| 2023-03-15 00:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.260454 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 18.004430 |
| 2023-03-15 01:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.399136 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 18.020433 |
| 2023-03-15 01:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.400000 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1480.795851 | 655.892432 | 799.623975 | 17.924498 |
| 2023-03-15 01:30:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -17.829069 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 361.983921 | 655.892432 | 799.623975 | 17.928987 |
| 2023-03-15 01:45:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.400000 | 1.56356 | -0.011332 | 0.0 | 22.340042 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 17.940428 |
| 2023-03-15 02:00:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.400000 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 17.847360 |
| 2023-03-15 02:15:00.000 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -20.400000 | 1.56356 | -0.011332 | 0.0 | 27.280002 | 0.0 | 1486.330176 | 655.892432 | 799.623975 | 17.715718 |
| 13169_FERM0101.Agitation_PV | 13169_FERM0101.Air_Sparge_PV | 13169_FERM0101.Biocontainer_Pressure_PV | 13169_FERM0101.DO_1_PV | 13169_FERM0101.DO_2_PV | 13169_FERM0101.Gas_Overlay_PV | 13169_FERM0101.Load_Cell_Net_PV | 13169_FERM0101.pH_1_PV | 13169_FERM0101.pH_2_PV | 13169_FERM0101.PUMP_1_PV | 13169_FERM0101.PUMP_1_TOTAL | 13169_FERM0101.PUMP_2_PV | 13169_FERM0101.PUMP_2_TOTAL | 13169_FERM0101.Single_Use_DO_PV | 13169_FERM0101.Single_Use_pH_PV | 13169_FERM0101.Temperatura_PV | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DateTime | ||||||||||||||||
| 2024-09-10 21:45:00.000 | 80.0 | 24.754900 | 0.125000 | 0.0 | 13.380473 | 4.000968 | 1659.6 | 5.874312 | -0.347235 | 0.0 | 29.760001 | 7.171786 | 1153.605709 | 14.994076 | 5.800000 | 29.560001 |
| 2024-09-10 22:00:00.000 | 80.0 | 0.000000 | -0.188423 | 0.0 | 17.704790 | 3.999767 | 1659.6 | 5.882534 | -0.347235 | 0.0 | 29.760001 | 0.000000 | 1185.607715 | 18.582735 | 5.800000 | 29.640005 |
| 2024-09-10 22:15:00.000 | 80.0 | 0.000000 | -0.159480 | 0.0 | 20.642880 | 3.999875 | 1659.6 | 5.882534 | -0.347235 | 0.0 | 29.760001 | 0.000000 | 1215.841699 | 22.327172 | 5.800000 | 29.600003 |
| 2024-09-10 22:30:00.000 | 80.0 | 0.000000 | -0.164504 | 0.0 | 17.416457 | 3.999952 | 1659.6 | 5.882534 | -0.347235 | 0.0 | 29.760001 | 0.000000 | 1244.144336 | 18.043166 | 5.802373 | 29.607999 |
| 2024-09-10 22:45:00.000 | 80.0 | 0.000000 | -0.182474 | 0.0 | 20.329483 | 3.999894 | 1660.0 | 5.874312 | -0.347235 | 0.0 | 29.760001 | 2.607411 | 1267.126660 | 21.755397 | 5.805641 | 29.552005 |
| 2024-09-10 23:00:00.000 | 80.0 | 0.000000 | -0.158797 | 0.0 | 17.616931 | 3.999879 | 1659.6 | 5.874398 | -0.347235 | 0.0 | 8.670084 | 2.934900 | 1298.233008 | 18.644991 | 5.800000 | 29.640005 |
| 2024-09-10 23:15:00.000 | 80.0 | 2.827101 | -0.196759 | 0.0 | 14.615598 | 4.000439 | 1660.0 | 5.874312 | -0.347235 | 0.0 | 29.760001 | 4.813393 | 1326.567090 | 15.338130 | 5.800000 | 29.600003 |
| 2024-09-10 23:30:00.000 | 80.0 | 0.000000 | -0.188962 | 0.0 | 26.200070 | 3.999866 | 1660.0 | 5.874312 | -0.347235 | 0.0 | 29.760001 | 6.885586 | 1367.737215 | 27.633093 | 5.805539 | 29.600003 |
| 2024-09-10 23:45:00.000 | 80.0 | 0.000000 | -0.134066 | 0.0 | 21.722978 | 4.000271 | 1659.6 | 5.882534 | -0.347235 | 0.0 | 29.760001 | 0.000000 | 1405.275684 | 23.395685 | 5.800000 | 29.607999 |
| 2024-09-11 00:00:00.000 | 80.0 | 0.000000 | -0.399304 | 0.0 | 16.229234 | 3.999885 | 1660.0 | 5.874518 | -0.347235 | 0.0 | 29.760001 | 7.182158 | 1432.264595 | 16.625900 | 5.800000 | 29.605613 |
Most frequently occurring
| 13169_FERM0101.Agitation_PV | 13169_FERM0101.Air_Sparge_PV | 13169_FERM0101.Biocontainer_Pressure_PV | 13169_FERM0101.DO_1_PV | 13169_FERM0101.DO_2_PV | 13169_FERM0101.Gas_Overlay_PV | 13169_FERM0101.Load_Cell_Net_PV | 13169_FERM0101.pH_1_PV | 13169_FERM0101.pH_2_PV | 13169_FERM0101.PUMP_1_PV | 13169_FERM0101.PUMP_1_TOTAL | 13169_FERM0101.PUMP_2_PV | 13169_FERM0101.PUMP_2_TOTAL | 13169_FERM0101.Single_Use_DO_PV | 13169_FERM0101.Single_Use_pH_PV | 13169_FERM0101.Temperatura_PV | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1020 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4467 |
| 407 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -19.2 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 25.943997 | 12 |
| 604 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -18.4 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 14.440005 | 12 |
| 409 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -19.2 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 25.984000 | 10 |
| 493 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -18.8 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 24.591995 | 10 |
| 511 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -18.8 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 24.928006 | 10 |
| 749 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -18.0 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 23.767996 | 10 |
| 320 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -19.6 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 25.400003 | 9 |
| 425 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -19.2 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 26.816006 | 9 |
| 599 | 0.0 | 0.0 | 480.0 | 0.0 | NaN | 0.0 | -18.4 | 1.66576 | -0.011332 | 0.0 | 126.480017 | 0.0 | 8539.389063 | 699.844287 | 799.912012 | 14.360001 | 9 |